{"meta":{"query_hash":"f9d063ad7d6c","filters":{"venue":"Human-Machine Communication"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/f9d063ad7d6c","api":"https://metacan.xera.ac/api/v1/cohort?venue=Human-Machine+Communication"},"results":[{"id":"W3006359258","doi":"10.30658/hmc.1.7","title":"Interlocutors and Interactions: Examining the Interactions Between Students With Complex Communication Needs, Teachers, and Eye-Gaze Technology","year":2020,"lang":"en","type":"article","venue":"Human-Machine Communication","topic":"Assistive Technology in Communication and Mobility","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada; University of Toronto Mississauga; University of Toronto","keywords":"Eye tracking; Gaze; Task (project management); Psychology; Affect (linguistics); Identification (biology); Augmentative and alternative communication; Vocabulary; Assistive technology; Human–computer interaction; Computer science; Communication; Linguistics; Artificial intelligence; Engineering","score_opus":0.17317686094725598,"score_gpt":0.47462093990680615,"score_spread":0.30144407895955017,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3006359258","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93056965,0.0021668004,0.0023680893,0.05690112,0.00003803922,0.0014586487,0.000030297868,0.00068867917,0.0057786894],"genre_scores_gemma":[0.9934032,0.0007864154,0.0034816829,0.0011697221,0.000033914308,0.00047868048,0.00029601032,0.000040794253,0.00030956182],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99665326,0.0017848874,0.0007583976,0.0003325435,0.00019221744,0.00027867174],"domain_scores_gemma":[0.9949282,0.001781637,0.00066264305,0.00226002,0.0002497663,0.00011775434],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0010383565,0.000279289,0.00040277577,0.00028170156,0.0034048145,0.00006408837,0.0017140682,0.00019651481,0.00016062567],"category_scores_gemma":[0.00047291783,0.00021739042,0.000033024706,0.00057881273,0.0011618008,0.00034312787,0.0026007025,0.002870865,0.00003364121],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045888723,0.000112370326,0.9626195,0.000037623566,0.00016016635,2.1432166e-7,0.015597643,0.0000013306295,0.0005045291,0.0066654366,0.0013990881,0.012856223],"study_design_scores_gemma":[0.001336029,0.00021439804,0.8617849,0.00039480024,0.00016373882,0.0000058281726,0.049981996,0.00039550834,0.000021363681,0.0010994672,0.08430273,0.00029927248],"about_ca_topic_score_codex":0.00043675382,"about_ca_topic_score_gemma":0.0017239375,"teacher_disagreement_score":0.100834616,"about_ca_system_score_codex":0.00017628745,"about_ca_system_score_gemma":0.000044617078,"threshold_uncertainty_score":0.9994295},"labels":[],"label_agreement":null},{"id":"W4399933464","doi":"10.30658/hmc.8.2","title":"Feminist cybernetic, critical race, postcolonial, and crip propositions for the theoretical future of Human-Machine Communication","year":2024,"lang":"en","type":"article","venue":"Human-Machine Communication","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Cybernetics; Race (biology); Sociology; Epistemology; Gender studies; Computer science; Philosophy","score_opus":0.034227697375679864,"score_gpt":0.4232367098990845,"score_spread":0.38900901252340464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399933464","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.041110862,0.1030231,0.0014529545,0.68225354,0.0006395247,0.004057581,0.00045673476,0.0005569753,0.16644873],"genre_scores_gemma":[0.99146825,0.0058674016,0.0011304672,0.0005448589,0.0002355644,0.00016786327,0.00016894942,0.000035492736,0.0003811416],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9975832,0.00100434,0.0004806191,0.00024118682,0.0003919546,0.00029871037],"domain_scores_gemma":[0.99378324,0.004537026,0.0001306866,0.0009777113,0.00044335437,0.00012798194],"candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0031407275,0.00018743804,0.00027778719,0.000091123744,0.0045622783,0.0005996981,0.0010478854,0.00027610018,0.00018620887],"category_scores_gemma":[0.0011866774,0.00014957946,0.00014754117,0.00025126926,0.0039921124,0.00029937463,0.0003099427,0.0008361318,0.000005595962],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001919458,0.00015333752,0.000109304965,0.00007403065,0.00004593974,3.7347053e-7,0.017627485,0.0000014201985,0.0004819219,0.9774469,0.0015600326,0.00248002],"study_design_scores_gemma":[0.00060694024,0.00045446045,0.0024589298,0.00045061568,0.00043737693,0.0000056576037,0.011309275,0.0022517482,0.00015995126,0.8645374,0.1168783,0.0004493076],"about_ca_topic_score_codex":0.0021389432,"about_ca_topic_score_gemma":0.005794387,"teacher_disagreement_score":0.9503574,"about_ca_system_score_codex":0.00009107493,"about_ca_system_score_gemma":0.0001526751,"threshold_uncertainty_score":0.99871844},"labels":[],"label_agreement":null},{"id":"W4399933498","doi":"10.30658/hmc.8.11","title":"What HMC Teaches Us About Authenticity","year":2024,"lang":"en","type":"article","venue":"Human-Machine Communication","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Computer science","score_opus":0.08294676183936181,"score_gpt":0.44030210843103934,"score_spread":0.35735534659167756,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399933498","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5588547,0.042193864,0.00020779997,0.06505432,0.0013386236,0.00056623504,0.000014436596,0.0009596596,0.33081037],"genre_scores_gemma":[0.98494035,0.008146534,0.00016382728,0.00051442947,0.00020896213,0.0000150244305,0.000052309515,0.000020081861,0.005938481],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99836564,0.00060558855,0.00023124949,0.00017869582,0.00036617642,0.0002526513],"domain_scores_gemma":[0.998599,0.0004836743,0.000071016075,0.00058531883,0.00014852501,0.000112492744],"candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0022963772,0.0001147782,0.00014776227,0.000085399275,0.0019456206,0.0017199453,0.00073174573,0.00017294392,0.00033857996],"category_scores_gemma":[0.0004843537,0.00011264229,0.00010697963,0.00022381899,0.00049297255,0.0015111725,0.00016521946,0.0006331955,0.00013418999],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002788687,0.00009989819,0.0015016391,0.000034563604,0.000043197153,0.0000017788338,0.120391905,0.000004757516,0.0002220116,0.8601847,0.0028292718,0.014683454],"study_design_scores_gemma":[0.00025848005,0.00007023388,0.030454533,0.00075223297,0.000103835635,0.0000010118384,0.0146360155,0.001037653,0.00008875312,0.3719963,0.580049,0.0005519728],"about_ca_topic_score_codex":0.0124389725,"about_ca_topic_score_gemma":0.025417719,"teacher_disagreement_score":0.57721967,"about_ca_system_score_codex":0.00015430119,"about_ca_system_score_gemma":0.00013567055,"threshold_uncertainty_score":0.9993537},"labels":[],"label_agreement":null}]}